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Molecular Universe

By SES AI

Your AI4Science Platform Built by Battery Professionals, for Battery Professionals Enter Molecular Universe This is the reality of today’s R&D Repeat the old ways—or accelerate discovery with Molecular Universe, your ultimate intelligent toolkit, built by battery professionals, for battery professionals. Now, take the lead and explore. $200B+ Annual R&D Investment 8–10 year Timelines 80% Failure Rate The End-to-End Workflow Built To Accelerate R&D Agentic LLM Senior scientist level agentic LLM trained on public and private battery domain knowledge. 01 Ask Battery Database Largest database of battery-relevant properties for battery-relevant molecules. 02 Search Foundry Integration Dry & wet automated lab integration including high throughput molecule synthesis, formulation screening and cell performance validation. 03 Formulate Simulation Engine Proprietary high speed and high precision property simulation models including DFT and MD. 04 Cell Performance and Quality Prediction Machine learning models pre-trained on SES Al internal data and to be further trained using customer data. 05 Predict Design Manufacture Tutorial Videos Integrated Workflow Timestamps Ask Search Formulate Design Predict StarSeeker Agent Enter Molecular Universe Our Offerings: Subscriptions, Service, and Supply Molecular Universe 01 (All Above Included) Service 02 Supply 03 Solution Offerings Options selection Solution Offerings Subscriptions Option I: Cloud Access proprietary master database anytime, anywhere Option II: On-Premise Fully secured deployment with customers data protections assurance Solution Offerings Service Software: Base subscription + Exclusive feature offerings (ex: High-throughput materials selection - rapid identification of optimal candidates with MU's models) Software + *Hardware: Compute & GPU infrastructure setup Solution Offerings Materials Fast-track testing & Evaluation of advanced materials Pilot production & Mass production with sourcing insights

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